Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 39607 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.2 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 14 |
|---|
Y_01 is highly correlated with Y_02 and 1 other fields | High correlation |
Y_02 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_03 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_04 is highly correlated with Y_05 and 4 other fields | High correlation |
Y_05 is highly correlated with Y_04 and 9 other fields | High correlation |
Y_06 is highly correlated with Y_04 and 9 other fields | High correlation |
Y_07 is highly correlated with Y_04 and 4 other fields | High correlation |
Y_08 is highly correlated with Y_05 and 7 other fields | High correlation |
Y_09 is highly correlated with Y_05 and 7 other fields | High correlation |
Y_10 is highly correlated with Y_04 and 9 other fields | High correlation |
Y_11 is highly correlated with Y_04 and 9 other fields | High correlation |
Y_12 is highly correlated with Y_05 and 7 other fields | High correlation |
Y_13 is highly correlated with Y_05 and 7 other fields | High correlation |
Y_14 is highly correlated with Y_05 and 7 other fields | High correlation |
Y_01 is highly correlated with Y_02 and 1 other fields | High correlation |
Y_02 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_03 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_04 is highly correlated with Y_05 and 8 other fields | High correlation |
Y_05 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_06 is highly correlated with Y_10 | High correlation |
Y_07 is highly correlated with Y_04 and 2 other fields | High correlation |
Y_08 is highly correlated with Y_04 and 7 other fields | High correlation |
Y_09 is highly correlated with Y_04 and 7 other fields | High correlation |
Y_10 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_11 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_12 is highly correlated with Y_04 and 7 other fields | High correlation |
Y_13 is highly correlated with Y_04 and 7 other fields | High correlation |
Y_14 is highly correlated with Y_04 and 7 other fields | High correlation |
Y_01 is highly correlated with Y_02 and 1 other fields | High correlation |
Y_02 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_03 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_04 is highly correlated with Y_05 | High correlation |
Y_05 is highly correlated with Y_04 | High correlation |
Y_06 is highly correlated with Y_08 and 6 other fields | High correlation |
Y_08 is highly correlated with Y_06 and 6 other fields | High correlation |
Y_09 is highly correlated with Y_06 and 6 other fields | High correlation |
Y_10 is highly correlated with Y_06 and 6 other fields | High correlation |
Y_11 is highly correlated with Y_06 and 6 other fields | High correlation |
Y_12 is highly correlated with Y_06 and 6 other fields | High correlation |
Y_13 is highly correlated with Y_06 and 6 other fields | High correlation |
Y_14 is highly correlated with Y_06 and 6 other fields | High correlation |
Y_01 is highly correlated with Y_02 and 4 other fields | High correlation |
Y_02 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_03 is highly correlated with Y_01 and 1 other fields | High correlation |
Y_04 is highly correlated with Y_05 and 7 other fields | High correlation |
Y_05 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_06 is highly correlated with Y_01 and 8 other fields | High correlation |
Y_07 is highly correlated with Y_01 and 4 other fields | High correlation |
Y_08 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_09 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_10 is highly correlated with Y_01 and 10 other fields | High correlation |
Y_11 is highly correlated with Y_04 and 9 other fields | High correlation |
Y_12 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_13 is highly correlated with Y_04 and 8 other fields | High correlation |
Y_14 is highly correlated with Y_04 and 8 other fields | High correlation |
Reproduction
| Analysis started | 2022-08-06 00:48:41.726813 |
|---|---|
| Analysis finished | 2022-08-06 00:49:13.557785 |
| Duration | 31.83 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 2249 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.353813796 |
| Minimum | 0.017 |
|---|---|
| Maximum | 4.409 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | 0.017 |
|---|---|
| 5-th percentile | 0.7833 |
| Q1 | 1.1275 |
| median | 1.349 |
| Q3 | 1.576 |
| 95-th percentile | 1.931 |
| Maximum | 4.409 |
| Range | 4.392 |
| Interquartile range (IQR) | 0.4485 |
Descriptive statistics
| Standard deviation | 0.3562231101 |
|---|---|
| Coefficient of variation (CV) | 0.2631256316 |
| Kurtosis | 1.210970899 |
| Mean | 1.353813796 |
| Median Absolute Deviation (MAD) | 0.224 |
| Skewness | 0.1502434869 |
| Sum | 53620.503 |
| Variance | 0.1268949041 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.376 | 64 | 0.2% |
| 1.312 | 62 | 0.2% |
| 1.333 | 60 | 0.2% |
| 1.42 | 60 | 0.2% |
| 1.389 | 60 | 0.2% |
| 1.278 | 60 | 0.2% |
| 1.3 | 60 | 0.2% |
| 1.308 | 59 | 0.1% |
| 1.4 | 58 | 0.1% |
| 1.263 | 58 | 0.1% |
| Other values (2239) | 39006 |
| Value | Count | Frequency (%) |
| 0.017 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.019 | 2 | |
| 0.02 | 3 | |
| 0.021 | 2 | |
| 0.025 | 2 | |
| 0.026 | 2 | |
| 0.027 | 1 | < 0.1% |
| 0.028 | 1 | < 0.1% |
| 0.035 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.409 | 1 | |
| 4.081 | 1 | |
| 3.79 | 1 | |
| 3.72 | 1 | |
| 3.529 | 1 | |
| 3.518 | 1 | |
| 3.501 | 1 | |
| 3.499 | 1 | |
| 3.419 | 1 | |
| 3.364 | 1 |
| Distinct | 2227 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.057267251 |
| Minimum | 0.007 |
|---|---|
| Maximum | 3.998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | 0.007 |
|---|---|
| 5-th percentile | 0.45 |
| Q1 | 0.793 |
| median | 1.044 |
| Q3 | 1.3 |
| 95-th percentile | 1.711 |
| Maximum | 3.998 |
| Range | 3.991 |
| Interquartile range (IQR) | 0.507 |
Descriptive statistics
| Standard deviation | 0.386265985 |
|---|---|
| Coefficient of variation (CV) | 0.3653437527 |
| Kurtosis | 0.6736418075 |
| Mean | 1.057267251 |
| Median Absolute Deviation (MAD) | 0.254 |
| Skewness | 0.3657652688 |
| Sum | 41875.184 |
| Variance | 0.1492014112 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.072 | 59 | 0.1% |
| 0.814 | 59 | 0.1% |
| 1.12 | 58 | 0.1% |
| 1.043 | 57 | 0.1% |
| 0.924 | 56 | 0.1% |
| 0.888 | 56 | 0.1% |
| 1.031 | 55 | 0.1% |
| 1.144 | 55 | 0.1% |
| 0.902 | 55 | 0.1% |
| 0.834 | 54 | 0.1% |
| Other values (2217) | 39043 |
| Value | Count | Frequency (%) |
| 0.007 | 2 | < 0.1% |
| 0.008 | 4 | |
| 0.009 | 3 | |
| 0.01 | 4 | |
| 0.011 | 3 | |
| 0.012 | 3 | |
| 0.013 | 5 | |
| 0.014 | 2 | < 0.1% |
| 0.015 | 7 | |
| 0.016 | 6 |
| Value | Count | Frequency (%) |
| 3.998 | 1 | |
| 3.97 | 1 | |
| 3.72 | 1 | |
| 3.552 | 1 | |
| 3.288 | 1 | |
| 3.256 | 1 | |
| 3.228 | 1 | |
| 3.142 | 1 | |
| 3.115 | 1 | |
| 3.049 | 1 |
| Distinct | 2127 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.014001717 |
| Minimum | 0.017 |
|---|---|
| Maximum | 3.756 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | 0.017 |
|---|---|
| 5-th percentile | 0.451 |
| Q1 | 0.769 |
| median | 0.998 |
| Q3 | 1.239 |
| 95-th percentile | 1.628 |
| Maximum | 3.756 |
| Range | 3.739 |
| Interquartile range (IQR) | 0.47 |
Descriptive statistics
| Standard deviation | 0.3614919509 |
|---|---|
| Coefficient of variation (CV) | 0.3565003341 |
| Kurtosis | 0.7764764849 |
| Mean | 1.014001717 |
| Median Absolute Deviation (MAD) | 0.235 |
| Skewness | 0.396399124 |
| Sum | 40161.566 |
| Variance | 0.1306764305 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.888 | 66 | 0.2% |
| 0.988 | 63 | 0.2% |
| 0.973 | 62 | 0.2% |
| 0.971 | 61 | 0.2% |
| 0.965 | 61 | 0.2% |
| 1.104 | 60 | 0.2% |
| 0.869 | 60 | 0.2% |
| 0.999 | 59 | 0.1% |
| 0.906 | 57 | 0.1% |
| 0.846 | 57 | 0.1% |
| Other values (2117) | 39001 |
| Value | Count | Frequency (%) |
| 0.017 | 1 | < 0.1% |
| 0.019 | 1 | < 0.1% |
| 0.021 | 4 | |
| 0.022 | 1 | < 0.1% |
| 0.024 | 2 | |
| 0.025 | 2 | |
| 0.027 | 2 | |
| 0.029 | 3 | |
| 0.03 | 2 | |
| 0.031 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.756 | 1 | |
| 3.713 | 1 | |
| 3.284 | 1 | |
| 3.213 | 1 | |
| 3.198 | 1 | |
| 3.182 | 1 | |
| 3.102 | 1 | |
| 3.099 | 1 | |
| 3.069 | 1 | |
| 3.028 | 1 |
| Distinct | 10773 |
|---|---|
| Distinct (%) | 27.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.62119133 |
| Minimum | -0.331 |
|---|---|
| Maximum | 98.794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | < 0.1% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -0.331 |
|---|---|
| 5-th percentile | 8.9393 |
| Q1 | 11.822 |
| median | 13.837 |
| Q3 | 15.626 |
| 95-th percentile | 17.5587 |
| Maximum | 98.794 |
| Range | 99.125 |
| Interquartile range (IQR) | 3.804 |
Descriptive statistics
| Standard deviation | 2.686631665 |
|---|---|
| Coefficient of variation (CV) | 0.1972391107 |
| Kurtosis | 25.18483477 |
| Mean | 13.62119133 |
| Median Absolute Deviation (MAD) | 1.887 |
| Skewness | 0.4534505598 |
| Sum | 539494.525 |
| Variance | 7.217989702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.852 | 15 | < 0.1% |
| 14.243 | 14 | < 0.1% |
| 13.349 | 14 | < 0.1% |
| 15.707 | 13 | < 0.1% |
| 15.461 | 13 | < 0.1% |
| 13.89 | 13 | < 0.1% |
| 14.409 | 13 | < 0.1% |
| 14.774 | 13 | < 0.1% |
| 15.063 | 13 | < 0.1% |
| 15.436 | 13 | < 0.1% |
| Other values (10763) | 39473 |
| Value | Count | Frequency (%) |
| -0.331 | 1 | |
| -0.327 | 1 | |
| -0.308 | 1 | |
| 2.242 | 1 | |
| 3.312 | 1 | |
| 3.447 | 1 | |
| 3.478 | 1 | |
| 3.833 | 1 | |
| 3.847 | 1 | |
| 3.924 | 1 |
| Value | Count | Frequency (%) |
| 98.794 | 1 | |
| 33.333 | 1 | |
| 25.956 | 1 | |
| 21.462 | 1 | |
| 21.442 | 1 | |
| 20.89 | 1 | |
| 20.476 | 1 | |
| 20.321 | 1 | |
| 20.209 | 1 | |
| 20.204 | 1 |
| Distinct | 10241 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.29046706 |
| Minimum | 18.589 |
|---|---|
| Maximum | 37.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | 18.589 |
|---|---|
| 5-th percentile | 26.512 |
| Q1 | 29.768 |
| median | 31.71 |
| Q3 | 33.184 |
| 95-th percentile | 34.709 |
| Maximum | 37.25 |
| Range | 18.661 |
| Interquartile range (IQR) | 3.416 |
Descriptive statistics
| Standard deviation | 2.543221628 |
|---|---|
| Coefficient of variation (CV) | 0.08127784168 |
| Kurtosis | 0.489914823 |
| Mean | 31.29046706 |
| Median Absolute Deviation (MAD) | 1.658 |
| Skewness | -0.7720326285 |
| Sum | 1239321.529 |
| Variance | 6.467976249 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32.692 | 18 | < 0.1% |
| 33.465 | 17 | < 0.1% |
| 32.491 | 16 | < 0.1% |
| 31.949 | 15 | < 0.1% |
| 33.215 | 15 | < 0.1% |
| 31.713 | 15 | < 0.1% |
| 32.659 | 15 | < 0.1% |
| 32.593 | 15 | < 0.1% |
| 32.7 | 15 | < 0.1% |
| 32.796 | 15 | < 0.1% |
| Other values (10231) | 39451 |
| Value | Count | Frequency (%) |
| 18.589 | 1 | |
| 19.395 | 1 | |
| 19.704 | 1 | |
| 20.062 | 1 | |
| 20.067 | 2 | |
| 20.123 | 1 | |
| 20.189 | 1 | |
| 20.24 | 1 | |
| 20.417 | 1 | |
| 20.462 | 1 |
| Value | Count | Frequency (%) |
| 37.25 | 1 | |
| 37.225 | 1 | |
| 37.101 | 2 | |
| 36.995 | 1 | |
| 36.979 | 1 | |
| 36.915 | 1 | |
| 36.868 | 1 | |
| 36.837 | 1 | |
| 36.808 | 1 | |
| 36.806 | 1 |
| Distinct | 4269 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.52938208 |
| Minimum | -19.963 |
|---|---|
| Maximum | 18.998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 99 |
| Negative (%) | 0.2% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -19.963 |
|---|---|
| 5-th percentile | 15.177 |
| Q1 | 16.146 |
| median | 16.694 |
| Q3 | 17.164 |
| 95-th percentile | 17.758 |
| Maximum | 18.998 |
| Range | 38.961 |
| Interquartile range (IQR) | 1.018 |
Descriptive statistics
| Standard deviation | 1.89301384 |
|---|---|
| Coefficient of variation (CV) | 0.1145241747 |
| Kurtosis | 270.339787 |
| Mean | 16.52938208 |
| Median Absolute Deviation (MAD) | 0.501 |
| Skewness | -15.02970347 |
| Sum | 654679.236 |
| Variance | 3.583501399 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.782 | 38 | 0.1% |
| 16.872 | 36 | 0.1% |
| 17.099 | 33 | 0.1% |
| 16.859 | 32 | 0.1% |
| 17.138 | 32 | 0.1% |
| 16.967 | 32 | 0.1% |
| 16.72 | 32 | 0.1% |
| 16.847 | 31 | 0.1% |
| 16.76 | 31 | 0.1% |
| 16.475 | 31 | 0.1% |
| Other values (4259) | 39279 |
| Value | Count | Frequency (%) |
| -19.963 | 1 | |
| -19.602 | 1 | |
| -19.517 | 1 | |
| -19.472 | 1 | |
| -19.443 | 1 | |
| -19.367 | 1 | |
| -19.351 | 1 | |
| -19.252 | 1 | |
| -19.23 | 2 | |
| -19.099 | 1 |
| Value | Count | Frequency (%) |
| 18.998 | 1 | |
| 18.992 | 1 | |
| 18.888 | 1 | |
| 18.857 | 1 | |
| 18.824 | 1 | |
| 18.786 | 1 | |
| 18.753 | 1 | |
| 18.728 | 1 | |
| 18.692 | 1 | |
| 18.685 | 1 |
| Distinct | 2394 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.155054107 |
| Minimum | 0.502 |
|---|---|
| Maximum | 5.299 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | 0.502 |
|---|---|
| 5-th percentile | 2.53 |
| Q1 | 2.863 |
| median | 3.126 |
| Q3 | 3.4335 |
| 95-th percentile | 3.864 |
| Maximum | 5.299 |
| Range | 4.797 |
| Interquartile range (IQR) | 0.5705 |
Descriptive statistics
| Standard deviation | 0.4189399013 |
|---|---|
| Coefficient of variation (CV) | 0.1327837454 |
| Kurtosis | 0.7671083874 |
| Mean | 3.155054107 |
| Median Absolute Deviation (MAD) | 0.283 |
| Skewness | 0.08450194006 |
| Sum | 124962.228 |
| Variance | 0.1755106409 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.005 | 57 | 0.1% |
| 2.94 | 56 | 0.1% |
| 3.136 | 53 | 0.1% |
| 2.988 | 52 | 0.1% |
| 3.128 | 52 | 0.1% |
| 3.033 | 51 | 0.1% |
| 3.272 | 51 | 0.1% |
| 2.976 | 51 | 0.1% |
| 3.03 | 51 | 0.1% |
| 3.08 | 50 | 0.1% |
| Other values (2384) | 39083 |
| Value | Count | Frequency (%) |
| 0.502 | 1 | |
| 0.685 | 1 | |
| 0.723 | 1 | |
| 0.818 | 1 | |
| 0.879 | 1 | |
| 0.911 | 1 | |
| 0.921 | 1 | |
| 0.933 | 1 | |
| 0.945 | 1 | |
| 0.953 | 1 |
| Value | Count | Frequency (%) |
| 5.299 | 1 | |
| 5.118 | 1 | |
| 4.999 | 1 | |
| 4.991 | 1 | |
| 4.982 | 1 | |
| 4.927 | 1 | |
| 4.918 | 1 | |
| 4.91 | 1 | |
| 4.868 | 1 | |
| 4.85 | 1 |
| Distinct | 3672 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -26.29483879 |
| Minimum | -29.652 |
|---|---|
| Maximum | -23.785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 39607 |
| Negative (%) | 100.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -29.652 |
|---|---|
| 5-th percentile | -27.4447 |
| Q1 | -26.689 |
| median | -26.254 |
| Q3 | -25.855 |
| 95-th percentile | -25.283 |
| Maximum | -23.785 |
| Range | 5.867 |
| Interquartile range (IQR) | 0.834 |
Descriptive statistics
| Standard deviation | 0.6605368289 |
|---|---|
| Coefficient of variation (CV) | -0.0251203985 |
| Kurtosis | 0.7493218708 |
| Mean | -26.29483879 |
| Median Absolute Deviation (MAD) | 0.415 |
| Skewness | -0.4373902743 |
| Sum | -1041459.68 |
| Variance | 0.4363089024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -26.314 | 41 | 0.1% |
| -26.091 | 40 | 0.1% |
| -25.838 | 40 | 0.1% |
| -26.431 | 39 | 0.1% |
| -26.435 | 39 | 0.1% |
| -26.09 | 39 | 0.1% |
| -26.081 | 38 | 0.1% |
| -26.372 | 38 | 0.1% |
| -26.045 | 37 | 0.1% |
| -26.122 | 36 | 0.1% |
| Other values (3662) | 39220 |
| Value | Count | Frequency (%) |
| -29.652 | 1 | |
| -29.642 | 1 | |
| -29.605 | 1 | |
| -29.578 | 1 | |
| -29.452 | 1 | |
| -29.352 | 1 | |
| -29.33 | 1 | |
| -29.324 | 1 | |
| -29.309 | 2 | |
| -29.306 | 1 |
| Value | Count | Frequency (%) |
| -23.785 | 1 | |
| -24.013 | 1 | |
| -24.117 | 1 | |
| -24.142 | 1 | |
| -24.158 | 1 | |
| -24.162 | 1 | |
| -24.18 | 1 | |
| -24.19 | 1 | |
| -24.207 | 1 | |
| -24.211 | 1 |
| Distinct | 3649 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -26.30862254 |
| Minimum | -29.523 |
|---|---|
| Maximum | -23.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 39607 |
| Negative (%) | 100.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -29.523 |
|---|---|
| 5-th percentile | -27.44 |
| Q1 | -26.702 |
| median | -26.266 |
| Q3 | -25.871 |
| 95-th percentile | -25.311 |
| Maximum | -23.96 |
| Range | 5.563 |
| Interquartile range (IQR) | 0.831 |
Descriptive statistics
| Standard deviation | 0.6535798156 |
|---|---|
| Coefficient of variation (CV) | -0.02484279877 |
| Kurtosis | 0.7264309573 |
| Mean | -26.30862254 |
| Median Absolute Deviation (MAD) | 0.414 |
| Skewness | -0.4318247115 |
| Sum | -1042005.613 |
| Variance | 0.4271665753 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -26.31 | 43 | 0.1% |
| -26.228 | 41 | 0.1% |
| -26.28 | 38 | 0.1% |
| -26.106 | 38 | 0.1% |
| -26.265 | 37 | 0.1% |
| -26.123 | 37 | 0.1% |
| -26.04 | 37 | 0.1% |
| -26.375 | 37 | 0.1% |
| -26.11 | 37 | 0.1% |
| -26.331 | 36 | 0.1% |
| Other values (3639) | 39226 |
| Value | Count | Frequency (%) |
| -29.523 | 1 | |
| -29.477 | 1 | |
| -29.47 | 1 | |
| -29.427 | 1 | |
| -29.392 | 1 | |
| -29.376 | 1 | |
| -29.351 | 1 | |
| -29.339 | 1 | |
| -29.338 | 1 | |
| -29.331 | 1 |
| Value | Count | Frequency (%) |
| -23.96 | 1 | |
| -23.985 | 1 | |
| -24.091 | 1 | |
| -24.104 | 1 | |
| -24.155 | 1 | |
| -24.16 | 1 | |
| -24.189 | 1 | |
| -24.219 | 1 | |
| -24.242 | 1 | |
| -24.276 | 1 |
| Distinct | 4458 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -22.40006244 |
| Minimum | -31.119 |
|---|---|
| Maximum | -20.052 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 39607 |
| Negative (%) | 100.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -31.119 |
|---|---|
| 5-th percentile | -23.9517 |
| Q1 | -22.871 |
| median | -22.275 |
| Q3 | -21.791 |
| 95-th percentile | -21.195 |
| Maximum | -20.052 |
| Range | 11.067 |
| Interquartile range (IQR) | 1.08 |
Descriptive statistics
| Standard deviation | 0.920952195 |
|---|---|
| Coefficient of variation (CV) | -0.04111382268 |
| Kurtosis | 10.34745855 |
| Mean | -22.40006244 |
| Median Absolute Deviation (MAD) | 0.529 |
| Skewness | -1.837054602 |
| Sum | -887199.273 |
| Variance | 0.8481529455 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -22.014 | 33 | 0.1% |
| -21.995 | 33 | 0.1% |
| -21.919 | 32 | 0.1% |
| -22.096 | 32 | 0.1% |
| -22.327 | 32 | 0.1% |
| -22.176 | 31 | 0.1% |
| -22.092 | 31 | 0.1% |
| -22.329 | 31 | 0.1% |
| -22.065 | 31 | 0.1% |
| -21.786 | 30 | 0.1% |
| Other values (4448) | 39291 |
| Value | Count | Frequency (%) |
| -31.119 | 1 | |
| -30.949 | 1 | |
| -30.926 | 1 | |
| -30.788 | 1 | |
| -30.619 | 1 | |
| -30.587 | 1 | |
| -30.584 | 1 | |
| -30.548 | 1 | |
| -30.537 | 1 | |
| -30.507 | 1 |
| Value | Count | Frequency (%) |
| -20.052 | 1 | < 0.1% |
| -20.093 | 1 | < 0.1% |
| -20.13 | 1 | < 0.1% |
| -20.147 | 1 | < 0.1% |
| -20.224 | 1 | < 0.1% |
| -20.235 | 1 | < 0.1% |
| -20.272 | 1 | < 0.1% |
| -20.288 | 3 | |
| -20.31 | 1 | < 0.1% |
| -20.331 | 1 | < 0.1% |
| Distinct | 4309 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.32506113 |
| Minimum | 19.844 |
|---|---|
| Maximum | 26.703 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | 19.844 |
|---|---|
| 5-th percentile | 22.815 |
| Q1 | 23.836 |
| median | 24.42 |
| Q3 | 24.9115 |
| 95-th percentile | 25.514 |
| Maximum | 26.703 |
| Range | 6.859 |
| Interquartile range (IQR) | 1.0755 |
Descriptive statistics
| Standard deviation | 0.8301968024 |
|---|---|
| Coefficient of variation (CV) | 0.03412927919 |
| Kurtosis | 0.7579205164 |
| Mean | 24.32506113 |
| Median Absolute Deviation (MAD) | 0.532 |
| Skewness | -0.6749349242 |
| Sum | 963442.696 |
| Variance | 0.6892267307 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.737 | 34 | 0.1% |
| 24.776 | 34 | 0.1% |
| 24.496 | 33 | 0.1% |
| 24.58 | 32 | 0.1% |
| 24.542 | 32 | 0.1% |
| 24.409 | 32 | 0.1% |
| 24.644 | 32 | 0.1% |
| 24.509 | 31 | 0.1% |
| 24.741 | 31 | 0.1% |
| 24.588 | 31 | 0.1% |
| Other values (4299) | 39285 |
| Value | Count | Frequency (%) |
| 19.844 | 1 | |
| 20.031 | 1 | |
| 20.045 | 1 | |
| 20.101 | 1 | |
| 20.175 | 1 | |
| 20.194 | 1 | |
| 20.199 | 1 | |
| 20.295 | 1 | |
| 20.298 | 1 | |
| 20.334 | 1 |
| Value | Count | Frequency (%) |
| 26.703 | 1 | |
| 26.659 | 1 | |
| 26.657 | 1 | |
| 26.592 | 1 | |
| 26.579 | 1 | |
| 26.567 | 1 | |
| 26.551 | 1 | |
| 26.545 | 1 | |
| 26.483 | 1 | |
| 26.48 | 1 |
| Distinct | 3673 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -26.23776173 |
| Minimum | -29.544 |
|---|---|
| Maximum | -23.722 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 39607 |
| Negative (%) | 100.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -29.544 |
|---|---|
| 5-th percentile | -27.38 |
| Q1 | -26.63 |
| median | -26.198 |
| Q3 | -25.799 |
| 95-th percentile | -25.238 |
| Maximum | -23.722 |
| Range | 5.822 |
| Interquartile range (IQR) | 0.831 |
Descriptive statistics
| Standard deviation | 0.6563285123 |
|---|---|
| Coefficient of variation (CV) | -0.02501465327 |
| Kurtosis | 0.7459825 |
| Mean | -26.23776173 |
| Median Absolute Deviation (MAD) | 0.413 |
| Skewness | -0.4446574078 |
| Sum | -1039199.029 |
| Variance | 0.430767116 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -26.026 | 49 | 0.1% |
| -26.17 | 41 | 0.1% |
| -26.076 | 40 | 0.1% |
| -26.358 | 39 | 0.1% |
| -26.118 | 39 | 0.1% |
| -26.44 | 38 | 0.1% |
| -26.292 | 38 | 0.1% |
| -25.998 | 37 | 0.1% |
| -25.919 | 37 | 0.1% |
| -26.354 | 37 | 0.1% |
| Other values (3663) | 39212 |
| Value | Count | Frequency (%) |
| -29.544 | 1 | |
| -29.453 | 1 | |
| -29.441 | 1 | |
| -29.367 | 1 | |
| -29.346 | 1 | |
| -29.341 | 1 | |
| -29.335 | 1 | |
| -29.31 | 1 | |
| -29.287 | 1 | |
| -29.283 | 1 |
| Value | Count | Frequency (%) |
| -23.722 | 1 | |
| -23.947 | 1 | |
| -23.95 | 1 | |
| -24.067 | 1 | |
| -24.151 | 1 | |
| -24.16 | 1 | |
| -24.221 | 1 | |
| -24.228 | 1 | |
| -24.231 | 1 | |
| -24.24 | 1 |
| Distinct | 3665 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -26.23386934 |
| Minimum | -29.448 |
|---|---|
| Maximum | -23.899 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 39607 |
| Negative (%) | 100.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -29.448 |
|---|---|
| 5-th percentile | -27.366 |
| Q1 | -26.624 |
| median | -26.193 |
| Q3 | -25.794 |
| 95-th percentile | -25.2393 |
| Maximum | -23.899 |
| Range | 5.549 |
| Interquartile range (IQR) | 0.83 |
Descriptive statistics
| Standard deviation | 0.6550900257 |
|---|---|
| Coefficient of variation (CV) | -0.02497115531 |
| Kurtosis | 0.7518019689 |
| Mean | -26.23386934 |
| Median Absolute Deviation (MAD) | 0.413 |
| Skewness | -0.4398630698 |
| Sum | -1039044.863 |
| Variance | 0.4291429417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -26.097 | 42 | 0.1% |
| -26.187 | 41 | 0.1% |
| -26.336 | 41 | 0.1% |
| -26.28 | 40 | 0.1% |
| -26.151 | 39 | 0.1% |
| -26.346 | 38 | 0.1% |
| -26.039 | 38 | 0.1% |
| -25.968 | 37 | 0.1% |
| -26.213 | 36 | 0.1% |
| -25.995 | 36 | 0.1% |
| Other values (3655) | 39219 |
| Value | Count | Frequency (%) |
| -29.448 | 1 | |
| -29.443 | 1 | |
| -29.375 | 1 | |
| -29.368 | 1 | |
| -29.355 | 1 | |
| -29.35 | 1 | |
| -29.301 | 1 | |
| -29.292 | 1 | |
| -29.236 | 1 | |
| -29.226 | 1 |
| Value | Count | Frequency (%) |
| -23.899 | 1 | |
| -23.936 | 1 | |
| -23.965 | 1 | |
| -24.021 | 1 | |
| -24.117 | 1 | |
| -24.123 | 1 | |
| -24.177 | 1 | |
| -24.194 | 1 | |
| -24.205 | 1 | |
| -24.21 | 1 |
| Distinct | 3682 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -26.24586843 |
| Minimum | -29.62 |
|---|---|
| Maximum | -23.856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 39607 |
| Negative (%) | 100.0% |
| Memory size | 309.6 KiB |
Quantile statistics
| Minimum | -29.62 |
|---|---|
| 5-th percentile | -27.3817 |
| Q1 | -26.64 |
| median | -26.204 |
| Q3 | -25.809 |
| 95-th percentile | -25.245 |
| Maximum | -23.856 |
| Range | 5.764 |
| Interquartile range (IQR) | 0.831 |
Descriptive statistics
| Standard deviation | 0.6559887312 |
|---|---|
| Coefficient of variation (CV) | -0.02499398078 |
| Kurtosis | 0.734812393 |
| Mean | -26.24586843 |
| Median Absolute Deviation (MAD) | 0.413 |
| Skewness | -0.4307872388 |
| Sum | -1039520.111 |
| Variance | 0.4303212155 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -26.303 | 46 | 0.1% |
| -26.025 | 41 | 0.1% |
| -26.148 | 39 | 0.1% |
| -25.858 | 39 | 0.1% |
| -26.08 | 39 | 0.1% |
| -26.174 | 38 | 0.1% |
| -26.105 | 38 | 0.1% |
| -25.835 | 38 | 0.1% |
| -26.424 | 37 | 0.1% |
| -26.065 | 37 | 0.1% |
| Other values (3672) | 39215 |
| Value | Count | Frequency (%) |
| -29.62 | 1 | |
| -29.529 | 1 | |
| -29.493 | 1 | |
| -29.434 | 1 | |
| -29.34 | 1 | |
| -29.335 | 1 | |
| -29.312 | 1 | |
| -29.292 | 1 | |
| -29.282 | 1 | |
| -29.28 | 1 |
| Value | Count | Frequency (%) |
| -23.856 | 1 | |
| -24.052 | 1 | |
| -24.137 | 2 | |
| -24.139 | 1 | |
| -24.165 | 1 | |
| -24.176 | 1 | |
| -24.192 | 1 | |
| -24.193 | 1 | |
| -24.208 | 1 | |
| -24.211 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Y_01 | Y_02 | Y_03 | Y_04 | Y_05 | Y_06 | Y_07 | Y_08 | Y_09 | Y_10 | Y_11 | Y_12 | Y_13 | Y_14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2.056 | 1.456 | 1.680 | 10.502 | 29.632 | 16.083 | 4.276 | -25.381 | -25.529 | -22.769 | 23.792 | -25.470 | -25.409 | -25.304 |
| 1 | 1.446 | 1.184 | 1.268 | 18.507 | 33.179 | 16.736 | 3.229 | -26.619 | -26.523 | -22.574 | 24.691 | -26.253 | -26.497 | -26.438 |
| 2 | 1.251 | 0.665 | 0.782 | 14.082 | 31.801 | 17.080 | 2.839 | -26.238 | -26.216 | -22.169 | 24.649 | -26.285 | -26.215 | -26.370 |
| 3 | 1.464 | 1.079 | 1.052 | 16.975 | 34.503 | 17.143 | 3.144 | -25.426 | -25.079 | -21.765 | 24.913 | -25.254 | -25.021 | -25.345 |
| 4 | 0.983 | 0.646 | 0.689 | 15.047 | 32.602 | 17.569 | 3.138 | -25.376 | -25.242 | -21.072 | 25.299 | -25.072 | -25.195 | -24.974 |
| 5 | 1.155 | 0.678 | 0.580 | 11.760 | 29.662 | 16.201 | 3.343 | -26.466 | -26.527 | -22.621 | 24.064 | -26.489 | -26.536 | -26.426 |
| 6 | 2.140 | 1.438 | 1.689 | 14.137 | 32.739 | 15.573 | 2.418 | -27.581 | -28.038 | -23.355 | 23.051 | -27.650 | -27.709 | -27.599 |
| 7 | 1.769 | 1.535 | 1.534 | 17.954 | 34.680 | 18.230 | 3.147 | -24.917 | -24.832 | -20.689 | 26.138 | -24.539 | -24.538 | -24.668 |
| 8 | 1.326 | 0.945 | 0.883 | 13.952 | 29.129 | 16.608 | 3.931 | -25.890 | -25.801 | -22.521 | 24.353 | -25.738 | -25.825 | -25.764 |
| 9 | 2.004 | 1.787 | 1.548 | 16.885 | 34.209 | 18.120 | 2.646 | -25.520 | -25.408 | -21.159 | 25.961 | -25.353 | -25.567 | -25.470 |
Last rows
| Y_01 | Y_02 | Y_03 | Y_04 | Y_05 | Y_06 | Y_07 | Y_08 | Y_09 | Y_10 | Y_11 | Y_12 | Y_13 | Y_14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39597 | 1.489 | 1.369 | 1.303 | 15.687 | 34.089 | 17.586 | 3.107 | -25.927 | -25.836 | -21.611 | 25.399 | -25.850 | -25.867 | -25.587 |
| 39598 | 1.299 | 0.612 | 1.032 | 17.957 | 32.870 | 16.804 | 3.140 | -26.569 | -26.304 | -23.102 | 24.660 | -26.259 | -26.410 | -26.365 |
| 39599 | 0.949 | 0.891 | 0.767 | 17.706 | 30.877 | 17.090 | 2.547 | -26.652 | -26.807 | -22.188 | 24.737 | -26.783 | -26.694 | -26.771 |
| 39600 | 0.998 | 0.563 | 0.911 | 8.879 | 28.957 | 16.441 | 3.387 | -26.545 | -26.572 | -22.705 | 24.084 | -26.618 | -26.677 | -26.530 |
| 39601 | 1.556 | 1.418 | 1.328 | 12.598 | 32.671 | 16.949 | 2.996 | -26.106 | -26.281 | -22.359 | 24.661 | -26.134 | -26.300 | -26.306 |
| 39602 | 1.382 | 1.215 | 1.263 | 10.874 | 29.194 | 16.582 | 3.410 | -26.486 | -26.581 | -22.772 | 24.261 | -26.491 | -26.584 | -26.580 |
| 39603 | 1.482 | 0.606 | 1.083 | 8.759 | 29.859 | 15.659 | 3.406 | -27.308 | -27.203 | -24.674 | 23.427 | -27.250 | -27.334 | -27.325 |
| 39604 | 1.117 | 1.154 | 0.993 | 13.159 | 24.720 | 16.823 | 3.215 | -26.502 | -26.687 | -22.577 | 24.301 | -26.388 | -26.425 | -26.601 |
| 39605 | 0.895 | 0.187 | 0.477 | 9.123 | 26.412 | 15.757 | 4.216 | -26.760 | -26.634 | -24.066 | 23.305 | -26.536 | -26.751 | -26.635 |
| 39606 | 1.147 | 0.348 | 0.852 | 10.421 | 30.745 | 16.781 | 3.307 | -26.054 | -26.251 | -23.257 | 24.450 | -26.224 | -26.256 | -26.093 |